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Songrun Xie

Work Email: sory.xie [at] gmail [dot] com

Bio

I am Songrun Xie (谢松润), a senior student in Computer Science at Tongji University. I am generally interested in distributed systems and machine learning systems. Recently, I have been working on improving the efficiency and scalability of machine learning systems by optimizing communication and caching strategies, as well as enhancing operator performance. I was fortunately advised by and maintain a close connection with Prof. Fan Lai and Prof. Lingming Zhang at UIUC.

Research Interest

Machine Learning Systems (MLSys)

Developing innovative methodologies to enhance the performance and scalability of machine learning systems.

Distributed Systems

Focusing on foundational challenges in distributed systems, including:

  • Designing efficient task scheduling for resource-intensive and dynamic workloads
  • Developing fault-tolerant and resource-aware frameworks for large-scale distributed environments

Cloud Systems

Exploring innovative approaches in cloud computing, with emphasis on:

  • Optimizing memory and communication paradigms to reduce latency and improve bandwidth efficiency

Education

Tongji UniversityImage title

Sept. 2021 -- June 2025

B.Eng. in Computer Science

Publications & Manuscripts

Morpheus: High-Throughput Framework of Diffusion Model with Distributed Cache Scheduling

Songrun Xie, Chengsong Zhang, Ping He, Songhao Zhang, Zhengzhong Tu, Fan Lai.

Evaluating Language Models for Efficient Code Generation

Jiawei Liu, Songrun Xie, Junhao Wang, Yuxiang Wei, Yifeng Ding, Lingming Zhang

CoLM 2024   arXiv   Code   Project Page

Experience

GAEA Lab, University of Illinois Urbana-ChampaignImage title

Apr. 2024 - Now

Research Intern

iSE Lab, University of Illinois Urbana-ChampaignImage title

Apr. 2023 - Mar. 2024

Research Intern

ByteDanceImage title

May. 2023 - Oct. 2023

Research intern

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